Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 11724 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 57 |
| Duplicate rows (%) | 0.5% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 11 |
| Dataset has 57 (0.5%) duplicate rows | Duplicates |
is_furnished is highly overall correlated with is_temporary | High correlation |
is_temporary is highly overall correlated with is_furnished | High correlation |
latitude is highly overall correlated with zipcode | High correlation |
livingspace is highly overall correlated with number_of_rooms | High correlation |
longitude is highly overall correlated with zipcode | High correlation |
number_of_rooms is highly overall correlated with livingspace | High correlation |
price_display_type is highly overall correlated with price_unit | High correlation |
price_unit is highly overall correlated with price_display_type | High correlation |
zipcode is highly overall correlated with latitude and 1 other fields | High correlation |
object_category is highly imbalanced (81.5%) | Imbalance |
price_display_type is highly imbalanced (99.8%) | Imbalance |
price_unit is highly imbalanced (99.8%) | Imbalance |
is_temporary is highly imbalanced (62.5%) | Imbalance |
is_selling_furniture is highly imbalanced (81.7%) | Imbalance |
reserved is highly imbalanced (99.3%) | Imbalance |
object_type has 9318 (79.5%) zeros | Zeros |
number_of_rooms has 215 (1.8%) zeros | Zeros |
floor has 2812 (24.0%) zeros | Zeros |
year_built has 294 (2.5%) zeros | Zeros |
year_renovated has 757 (6.5%) zeros | Zeros |
livingspace has 1387 (11.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-04 08:20:38.939047 |
|---|---|
| Analysis finished | 2024-07-04 08:21:05.199237 |
| Duration | 26.26 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
object_category
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0 | |
|---|---|
| 1 | 331 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 331 | 2.8% |
object_type
Real number (ℝ)
ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7718356 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 9318 |
| Zeros (%) | 79.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 11 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.8990794 |
|---|---|
| Coefficient of variation (CV) | 2.2005876 |
| Kurtosis | 3.8368622 |
| Mean | 1.7718356 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1794956 |
| Sum | 20773 |
| Variance | 15.20282 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 9318 | |
| 8 | 1126 | 9.6% |
| 5 | 301 | 2.6% |
| 14 | 241 | 2.1% |
| 2 | 225 | 1.9% |
| 11 | 178 | 1.5% |
| 16 | 127 | 1.1% |
| 9 | 52 | 0.4% |
| 15 | 38 | 0.3% |
| 12 | 32 | 0.3% |
| Other values (10) | 86 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 9318 | |
| 1 | 7 | 0.1% |
| 2 | 225 | 1.9% |
| 3 | 1 | < 0.1% |
| 4 | 4 | < 0.1% |
| 5 | 301 | 2.6% |
| 6 | 22 | 0.2% |
| 7 | 3 | < 0.1% |
| 8 | 1126 | 9.6% |
| 9 | 52 | 0.4% |
| Value | Count | Frequency (%) |
| 19 | 20 | 0.2% |
| 18 | 4 | < 0.1% |
| 17 | 20 | 0.2% |
| 16 | 127 | |
| 15 | 38 | 0.3% |
| 14 | 241 | |
| 13 | 1 | < 0.1% |
| 12 | 32 | 0.3% |
| 11 | 178 | |
| 10 | 4 | < 0.1% |
price_display
Real number (ℝ)
| Distinct | 1996 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2122.8848 |
| Minimum | 1 |
|---|---|
| Maximum | 15000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 990 |
| Q1 | 1480 |
| median | 1870 |
| Q3 | 2500 |
| 95-th percentile | 3943.85 |
| Maximum | 15000 |
| Range | 14999 |
| Interquartile range (IQR) | 1020 |
Descriptive statistics
| Standard deviation | 1087.9014 |
|---|---|
| Coefficient of variation (CV) | 0.51246372 |
| Kurtosis | 19.279909 |
| Mean | 2122.8848 |
| Median Absolute Deviation (MAD) | 470 |
| Skewness | 3.1119699 |
| Sum | 24888701 |
| Variance | 1183529.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1500 | 116 | 1.0% |
| 1600 | 112 | 1.0% |
| 1450 | 110 | 0.9% |
| 1650 | 109 | 0.9% |
| 1400 | 107 | 0.9% |
| 1800 | 105 | 0.9% |
| 1950 | 102 | 0.9% |
| 1700 | 99 | 0.8% |
| 2000 | 96 | 0.8% |
| 1550 | 96 | 0.8% |
| Other values (1986) | 10672 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 60 | 1 | |
| 150 | 2 | |
| 159 | 1 | |
| 165 | 1 | |
| 175 | 1 | |
| 240 | 1 | |
| 250 | 1 | |
| 310 | 1 | |
| 360 | 1 |
| Value | Count | Frequency (%) |
| 15000 | 3 | |
| 13900 | 1 | < 0.1% |
| 13500 | 1 | < 0.1% |
| 12653 | 1 | < 0.1% |
| 12500 | 1 | < 0.1% |
| 12000 | 3 | |
| 11900 | 1 | < 0.1% |
| 11800 | 1 | < 0.1% |
| 11000 | 2 | |
| 10900 | 2 |
price_display_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 1 | |
|---|---|
| 0 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11722 | |
| 0 | 2 | < 0.1% |
price_unit
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0 | |
|---|---|
| 1 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11722 | |
| 1 | 2 | < 0.1% |
number_of_rooms
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2624104 |
| Minimum | 0 |
|---|---|
| Maximum | 10.5 |
| Zeros | 215 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.5 |
| median | 3.5 |
| Q3 | 4.5 |
| 95-th percentile | 5.5 |
| Maximum | 10.5 |
| Range | 10.5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3229948 |
|---|---|
| Coefficient of variation (CV) | 0.40552677 |
| Kurtosis | 0.88407228 |
| Mean | 3.2624104 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.1563592 |
| Sum | 38248.5 |
| Variance | 1.7503151 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 3.5 | 2943 | |
| 4.5 | 2078 | |
| 2.5 | 1956 | |
| 3 | 1003 | 8.6% |
| 1 | 759 | 6.5% |
| 2 | 708 | 6.0% |
| 4 | 606 | 5.2% |
| 1.5 | 552 | 4.7% |
| 5.5 | 521 | 4.4% |
| 0 | 215 | 1.8% |
| Other values (10) | 383 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 215 | 1.8% |
| 1 | 759 | 6.5% |
| 1.5 | 552 | 4.7% |
| 2 | 708 | 6.0% |
| 2.5 | 1956 | |
| 3 | 1003 | 8.6% |
| 3.5 | 2943 | |
| 4 | 606 | 5.2% |
| 4.5 | 2078 | |
| 5 | 124 | 1.1% |
| Value | Count | Frequency (%) |
| 10.5 | 1 | < 0.1% |
| 10 | 7 | 0.1% |
| 9 | 4 | < 0.1% |
| 8.5 | 12 | 0.1% |
| 8 | 13 | 0.1% |
| 7.5 | 36 | 0.3% |
| 7 | 24 | 0.2% |
| 6.5 | 106 | 0.9% |
| 6 | 56 | 0.5% |
| 5.5 | 521 |
floor
Real number (ℝ)
ZEROS
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9900205 |
| Minimum | -5 |
|---|---|
| Maximum | 31 |
| Zeros | 2812 |
| Zeros (%) | 24.0% |
| Negative | 81 |
| Negative (%) | 0.7% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 31 |
| Range | 36 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1596249 |
|---|---|
| Coefficient of variation (CV) | 1.0852275 |
| Kurtosis | 17.576672 |
| Mean | 1.9900205 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.880149 |
| Sum | 23331 |
| Variance | 4.6639796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 2812 | |
| 1 | 2598 | |
| 2 | 2585 | |
| 3 | 1784 | |
| 4 | 892 | 7.6% |
| 5 | 444 | 3.8% |
| 6 | 198 | 1.7% |
| 7 | 94 | 0.8% |
| 8 | 58 | 0.5% |
| -1 | 48 | 0.4% |
| Other values (21) | 211 | 1.8% |
| Value | Count | Frequency (%) |
| -5 | 1 | < 0.1% |
| -4 | 6 | 0.1% |
| -3 | 10 | 0.1% |
| -2 | 16 | 0.1% |
| -1 | 48 | 0.4% |
| 0 | 2812 | |
| 1 | 2598 | |
| 2 | 2585 | |
| 3 | 1784 | |
| 4 | 892 | 7.6% |
| Value | Count | Frequency (%) |
| 31 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
| 23 | 3 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 7 | |
| 17 | 4 | |
| 16 | 8 |
is_furnished
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 35172 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 9790 | |
| 1.0 | 1934 | 16.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 9790 | |
| 1.0 | 1934 | 16.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21514 | |
| . | 11724 | |
| 1 | 1934 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21514 | |
| . | 11724 | |
| 1 | 1934 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21514 | |
| . | 11724 | |
| 1 | 1934 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21514 | |
| . | 11724 | |
| 1 | 1934 | 5.5% |
is_temporary
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 850 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 35172 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10874 | |
| 1.0 | 850 | 7.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10874 | |
| 1.0 | 850 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22598 | |
| . | 11724 | |
| 1 | 850 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22598 | |
| . | 11724 | |
| 1 | 850 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22598 | |
| . | 11724 | |
| 1 | 850 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 22598 | |
| . | 11724 | |
| 1 | 850 | 2.4% |
is_selling_furniture
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 325 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 35172 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11399 | |
| 1.0 | 325 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11399 | |
| 1.0 | 325 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23123 | |
| . | 11724 | |
| 1 | 325 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23123 | |
| . | 11724 | |
| 1 | 325 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23123 | |
| . | 11724 | |
| 1 | 325 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23123 | |
| . | 11724 | |
| 1 | 325 | 0.9% |
zipcode
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1555 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5372.6726 |
| Minimum | 1000 |
|---|---|
| Maximum | 9657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1201 |
| Q1 | 3072 |
| median | 4833 |
| Q3 | 8052 |
| 95-th percentile | 9113 |
| Maximum | 9657 |
| Range | 8657 |
| Interquartile range (IQR) | 4980 |
Descriptive statistics
| Standard deviation | 2696.1554 |
|---|---|
| Coefficient of variation (CV) | 0.5018276 |
| Kurtosis | -1.3885834 |
| Mean | 5372.6726 |
| Median Absolute Deviation (MAD) | 2533 |
| Skewness | -0.0032038067 |
| Sum | 62989214 |
| Variance | 7269254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9000 | 229 | 2.0% |
| 1700 | 223 | 1.9% |
| 2300 | 144 | 1.2% |
| 8050 | 144 | 1.2% |
| 8004 | 126 | 1.1% |
| 4052 | 125 | 1.1% |
| 8003 | 110 | 0.9% |
| 4123 | 110 | 0.9% |
| 6900 | 106 | 0.9% |
| 4058 | 100 | 0.9% |
| Other values (1545) | 10307 |
| Value | Count | Frequency (%) |
| 1000 | 3 | < 0.1% |
| 1001 | 1 | < 0.1% |
| 1003 | 39 | |
| 1004 | 42 | |
| 1005 | 13 | 0.1% |
| 1006 | 20 | |
| 1007 | 32 | |
| 1008 | 30 | |
| 1009 | 25 | |
| 1010 | 20 |
| Value | Count | Frequency (%) |
| 9657 | 3 | < 0.1% |
| 9656 | 4 | |
| 9650 | 4 | |
| 9643 | 2 | < 0.1% |
| 9642 | 1 | < 0.1% |
| 9630 | 9 | |
| 9620 | 3 | < 0.1% |
| 9615 | 1 | < 0.1% |
| 9607 | 1 | < 0.1% |
| 9606 | 7 |
city
Real number (ℝ)
| Distinct | 1813 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 923.06269 |
| Minimum | 0 |
|---|---|
| Maximum | 1812 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 96 |
| Q1 | 412 |
| median | 892 |
| Q3 | 1422 |
| 95-th percentile | 1746 |
| Maximum | 1812 |
| Range | 1812 |
| Interquartile range (IQR) | 1010 |
Descriptive statistics
| Standard deviation | 576.25604 |
|---|---|
| Coefficient of variation (CV) | 0.624287 |
| Kurtosis | -1.3267527 |
| Mean | 923.06269 |
| Median Absolute Deviation (MAD) | 530 |
| Skewness | -0.035457575 |
| Sum | 10821987 |
| Variance | 332071.02 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1746 | 876 | 7.5% |
| 110 | 653 | 5.6% |
| 1735 | 362 | 3.1% |
| 1422 | 350 | 3.0% |
| 138 | 272 | 2.3% |
| 827 | 224 | 1.9% |
| 551 | 222 | 1.9% |
| 789 | 142 | 1.2% |
| 1680 | 114 | 1.0% |
| 41 | 112 | 1.0% |
| Other values (1803) | 8397 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 37 | |
| 5 | 12 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 20 | |
| 8 | 1 | < 0.1% |
| 9 | 13 | 0.1% |
| Value | Count | Frequency (%) |
| 1812 | 1 | < 0.1% |
| 1811 | 1 | < 0.1% |
| 1810 | 5 | |
| 1809 | 10 | |
| 1808 | 1 | < 0.1% |
| 1807 | 1 | < 0.1% |
| 1806 | 1 | < 0.1% |
| 1805 | 1 | < 0.1% |
| 1804 | 1 | < 0.1% |
| 1803 | 1 | < 0.1% |
latitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9639 |
|---|---|
| Distinct (%) | 82.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.147571 |
| Minimum | 45.826182 |
|---|---|
| Maximum | 47.768032 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 45.826182 |
|---|---|
| 5-th percentile | 46.203546 |
| Q1 | 46.950762 |
| median | 47.318822 |
| Q3 | 47.434064 |
| 95-th percentile | 47.563037 |
| Maximum | 47.768032 |
| Range | 1.94185 |
| Interquartile range (IQR) | 0.4833025 |
Descriptive statistics
| Standard deviation | 0.41363466 |
|---|---|
| Coefficient of variation (CV) | 0.0087731914 |
| Kurtosis | 0.70004736 |
| Mean | 47.147571 |
| Median Absolute Deviation (MAD) | 0.19344001 |
| Skewness | -1.2225721 |
| Sum | 552758.12 |
| Variance | 0.17109363 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.77822161 | 27 | 0.2% |
| 46.0127616 | 23 | 0.2% |
| 47.1131916 | 20 | 0.2% |
| 46.0105316 | 13 | 0.1% |
| 47.3675816 | 13 | 0.1% |
| 47.55681161 | 12 | 0.1% |
| 47.39155161 | 12 | 0.1% |
| 47.37890161 | 12 | 0.1% |
| 46.4625816 | 11 | 0.1% |
| 47.3622505 | 11 | 0.1% |
| Other values (9629) | 11570 |
| Value | Count | Frequency (%) |
| 45.8261816 | 1 | |
| 45.8310216 | 1 | |
| 45.8329516 | 2 | |
| 45.8332216 | 1 | |
| 45.83389161 | 1 | |
| 45.8357516 | 1 | |
| 45.8379816 | 1 | |
| 45.83800161 | 1 | |
| 45.83805161 | 2 | |
| 45.8417516 | 1 |
| Value | Count | Frequency (%) |
| 47.7680316 | 1 | |
| 47.7566216 | 1 | |
| 47.75052161 | 1 | |
| 47.75009161 | 1 | |
| 47.75003161 | 1 | |
| 47.7495116 | 1 | |
| 47.7469616 | 1 | |
| 47.74692161 | 1 | |
| 47.74690161 | 1 | |
| 47.74680161 | 1 |
longitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9751 |
|---|---|
| Distinct (%) | 83.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9930144 |
| Minimum | 5.9918812 |
|---|---|
| Maximum | 10.364311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 5.9918812 |
|---|---|
| 5-th percentile | 6.6052572 |
| Q1 | 7.4456337 |
| median | 7.9095612 |
| Q3 | 8.5733037 |
| 95-th percentile | 9.3834012 |
| Maximum | 10.364311 |
| Range | 4.37243 |
| Interquartile range (IQR) | 1.12767 |
Descriptive statistics
| Standard deviation | 0.84167478 |
|---|---|
| Coefficient of variation (CV) | 0.1053013 |
| Kurtosis | -0.72970529 |
| Mean | 7.9930144 |
| Median Absolute Deviation (MAD) | 0.62267 |
| Skewness | -0.095036869 |
| Sum | 93710.101 |
| Variance | 0.70841644 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.156761234 | 27 | 0.2% |
| 8.96301124 | 23 | 0.2% |
| 7.301061235 | 20 | 0.2% |
| 6.840561235 | 17 | 0.1% |
| 8.521711235 | 13 | 0.1% |
| 8.965131235 | 13 | 0.1% |
| 8.509341238 | 12 | 0.1% |
| 8.525991235 | 12 | 0.1% |
| 7.587291239 | 12 | 0.1% |
| 8.5222218 | 11 | 0.1% |
| Other values (9741) | 11564 |
| Value | Count | Frequency (%) |
| 5.991881235 | 1 | |
| 6.019591235 | 1 | |
| 6.019631235 | 1 | |
| 6.036691235 | 1 | |
| 6.049101235 | 1 | |
| 6.078611235 | 1 | |
| 6.078891236 | 2 | |
| 6.079501235 | 1 | |
| 6.081931239 | 1 | |
| 6.087281235 | 1 |
| Value | Count | Frequency (%) |
| 10.36431123 | 1 | |
| 10.29604123 | 1 | |
| 10.09659123 | 1 | |
| 9.868861235 | 1 | |
| 9.833921236 | 1 | |
| 9.831621235 | 1 | |
| 9.824991235 | 1 | |
| 9.824821235 | 1 | |
| 9.816231235 | 1 | |
| 9.816201239 | 1 |
year_built
Real number (ℝ)
ZEROS
| Distinct | 170 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.471739 |
| Minimum | -1 |
|---|---|
| Maximum | 224 |
| Zeros | 294 |
| Zeros (%) | 2.5% |
| Negative | 18 |
| Negative (%) | 0.2% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 39.479863 |
| median | 39.479863 |
| Q3 | 39.479863 |
| 95-th percentile | 74 |
| Maximum | 224 |
| Range | 225 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 23.461238 |
|---|---|
| Coefficient of variation (CV) | 0.59438066 |
| Kurtosis | 11.499572 |
| Mean | 39.471739 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1750997 |
| Sum | 462766.67 |
| Variance | 550.4297 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.47986307 | 6820 | |
| 0 | 294 | 2.5% |
| 1 | 157 | 1.3% |
| 2 | 138 | 1.2% |
| 6 | 128 | 1.1% |
| 7 | 117 | 1.0% |
| 3 | 113 | 1.0% |
| 54 | 109 | 0.9% |
| 9 | 109 | 0.9% |
| 8 | 107 | 0.9% |
| Other values (160) | 3632 |
| Value | Count | Frequency (%) |
| -1 | 18 | 0.2% |
| 0 | 294 | |
| 1 | 157 | |
| 2 | 138 | |
| 3 | 113 | 1.0% |
| 4 | 92 | 0.8% |
| 5 | 96 | 0.8% |
| 6 | 128 | |
| 7 | 117 | 1.0% |
| 8 | 107 | 0.9% |
| Value | Count | Frequency (%) |
| 224 | 12 | |
| 219 | 1 | < 0.1% |
| 217 | 1 | < 0.1% |
| 213 | 1 | < 0.1% |
| 212 | 1 | < 0.1% |
| 209 | 2 | < 0.1% |
| 206 | 1 | < 0.1% |
| 204 | 2 | < 0.1% |
| 199 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
year_renovated
Real number (ℝ)
ZEROS
| Distinct | 139 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.888156 |
| Minimum | -1 |
|---|---|
| Maximum | 224 |
| Zeros | 757 |
| Zeros (%) | 6.5% |
| Negative | 25 |
| Negative (%) | 0.2% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9 |
| median | 39.479863 |
| Q3 | 39.479863 |
| 95-th percentile | 57 |
| Maximum | 224 |
| Range | 225 |
| Interquartile range (IQR) | 30.479863 |
Descriptive statistics
| Standard deviation | 20.711948 |
|---|---|
| Coefficient of variation (CV) | 0.6929818 |
| Kurtosis | 5.1853193 |
| Mean | 29.888156 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.95508546 |
| Sum | 350408.74 |
| Variance | 428.9848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39.47986307 | 5972 | |
| 0 | 757 | 6.5% |
| 1 | 424 | 3.6% |
| 2 | 327 | 2.8% |
| 3 | 242 | 2.1% |
| 4 | 227 | 1.9% |
| 7 | 225 | 1.9% |
| 6 | 222 | 1.9% |
| 5 | 198 | 1.7% |
| 9 | 195 | 1.7% |
| Other values (129) | 2935 |
| Value | Count | Frequency (%) |
| -1 | 25 | 0.2% |
| 0 | 757 | |
| 1 | 424 | |
| 2 | 327 | |
| 3 | 242 | 2.1% |
| 4 | 227 | 1.9% |
| 5 | 198 | 1.7% |
| 6 | 222 | 1.9% |
| 7 | 225 | 1.9% |
| 8 | 161 | 1.4% |
| Value | Count | Frequency (%) |
| 224 | 2 | |
| 188 | 1 | < 0.1% |
| 174 | 3 | |
| 172 | 1 | < 0.1% |
| 166 | 1 | < 0.1% |
| 163 | 3 | |
| 162 | 2 | |
| 161 | 3 | |
| 154 | 1 | < 0.1% |
| 144 | 1 | < 0.1% |
moving_date_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11724 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11724 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5510 | |
| 2 | 3206 | |
| 0 | 3008 |
reserved
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 91.7 KiB |
| 0.0 | |
|---|---|
| 1.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 35172 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11717 | |
| 1.0 | 7 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11717 | |
| 1.0 | 7 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23441 | |
| . | 11724 | |
| 1 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23441 | |
| . | 11724 | |
| 1 | 7 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23441 | |
| . | 11724 | |
| 1 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 35172 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23441 | |
| . | 11724 | |
| 1 | 7 | < 0.1% |
livingspace
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 254 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.392613 |
| Minimum | 0 |
|---|---|
| Maximum | 1275 |
| Zeros | 1387 |
| Zeros (%) | 11.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 91.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 47 |
| median | 74 |
| Q3 | 97 |
| 95-th percentile | 148 |
| Maximum | 1275 |
| Range | 1275 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 48.428886 |
|---|---|
| Coefficient of variation (CV) | 0.65986049 |
| Kurtosis | 49.614928 |
| Mean | 73.392613 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 2.9830714 |
| Sum | 860455 |
| Variance | 2345.357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1387 | 11.8% |
| 70 | 326 | 2.8% |
| 80 | 292 | 2.5% |
| 100 | 247 | 2.1% |
| 90 | 244 | 2.1% |
| 75 | 243 | 2.1% |
| 65 | 221 | 1.9% |
| 60 | 221 | 1.9% |
| 85 | 213 | 1.8% |
| 120 | 173 | 1.5% |
| Other values (244) | 8157 |
| Value | Count | Frequency (%) |
| 0 | 1387 | |
| 1 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 10 | 7 | 0.1% |
| 11 | 6 | 0.1% |
| 12 | 18 | 0.2% |
| 13 | 9 | 0.1% |
| 14 | 17 | 0.1% |
| 15 | 31 | 0.3% |
| Value | Count | Frequency (%) |
| 1275 | 1 | |
| 902 | 1 | |
| 708 | 1 | |
| 705 | 1 | |
| 700 | 1 | |
| 550 | 2 | |
| 425 | 1 | |
| 373 | 1 | |
| 350 | 2 | |
| 349 | 1 |
| city | floor | is_furnished | is_selling_furniture | is_temporary | latitude | livingspace | longitude | moving_date_type | number_of_rooms | object_category | object_type | price_display | price_display_type | price_unit | reserved | year_built | year_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| city | 1.000 | -0.054 | 0.221 | 0.054 | 0.180 | 0.009 | -0.062 | 0.289 | 0.065 | -0.079 | 0.058 | 0.034 | 0.140 | 0.000 | 0.000 | 0.000 | -0.020 | -0.035 | 0.309 |
| floor | -0.054 | 1.000 | 0.047 | 0.038 | 0.053 | 0.009 | 0.018 | -0.074 | 0.039 | -0.004 | 0.112 | -0.055 | -0.027 | 0.000 | 0.000 | 0.000 | 0.047 | 0.050 | -0.083 |
| is_furnished | 0.221 | 0.047 | 1.000 | 0.000 | 0.538 | 0.010 | -0.164 | 0.139 | 0.143 | -0.251 | 0.035 | 0.430 | 0.199 | 0.000 | 0.000 | 0.000 | -0.015 | 0.070 | 0.125 |
| is_selling_furniture | 0.054 | 0.038 | 0.000 | 1.000 | 0.000 | 0.002 | -0.039 | 0.031 | 0.041 | -0.038 | 0.000 | -0.066 | -0.005 | 0.000 | 0.000 | 0.000 | -0.039 | -0.031 | 0.035 |
| is_temporary | 0.180 | 0.053 | 0.538 | 0.000 | 1.000 | 0.032 | -0.013 | 0.091 | 0.139 | -0.051 | 0.012 | 0.098 | 0.087 | 0.000 | 0.000 | 0.000 | -0.011 | 0.057 | 0.107 |
| latitude | 0.009 | 0.009 | 0.010 | 0.002 | 0.032 | 1.000 | 0.009 | 0.423 | 0.112 | -0.022 | 0.064 | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | -0.076 | 0.515 |
| livingspace | -0.062 | 0.018 | -0.164 | -0.039 | -0.013 | 0.009 | 1.000 | -0.006 | 0.060 | 0.669 | 0.333 | 0.041 | 0.483 | 0.000 | 0.000 | 0.000 | -0.121 | -0.165 | 0.008 |
| longitude | 0.289 | -0.074 | 0.139 | 0.031 | 0.091 | 0.423 | -0.006 | 1.000 | 0.111 | -0.029 | 0.076 | 0.085 | 0.056 | 0.000 | 0.000 | 0.000 | -0.043 | -0.132 | 0.952 |
| moving_date_type | 0.065 | 0.039 | 0.143 | 0.041 | 0.139 | 0.112 | 0.060 | 0.111 | 1.000 | -0.001 | 0.099 | -0.039 | -0.093 | 0.000 | 0.000 | 0.015 | 0.014 | 0.045 | -0.031 |
| number_of_rooms | -0.079 | -0.004 | -0.251 | -0.038 | -0.051 | -0.022 | 0.669 | -0.029 | -0.001 | 1.000 | 0.473 | -0.049 | 0.350 | 0.000 | 0.000 | 0.000 | -0.054 | -0.097 | -0.009 |
| object_category | 0.058 | 0.112 | 0.035 | 0.000 | 0.012 | 0.064 | 0.333 | 0.076 | 0.099 | 0.473 | 1.000 | 0.386 | 0.176 | 0.000 | 0.000 | 0.000 | -0.002 | -0.074 | 0.012 |
| object_type | 0.034 | -0.055 | 0.430 | -0.066 | 0.098 | 0.013 | 0.041 | 0.085 | -0.039 | -0.049 | 0.386 | 1.000 | 0.294 | 0.000 | 0.000 | 0.000 | -0.026 | 0.013 | 0.076 |
| price_display | 0.140 | -0.027 | 0.199 | -0.005 | 0.087 | 0.013 | 0.483 | 0.056 | -0.093 | 0.350 | 0.176 | 0.294 | 1.000 | 0.000 | 0.000 | 0.027 | -0.178 | -0.141 | 0.084 |
| price_display_type | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.750 | 0.000 | -0.001 | -0.007 | -0.005 |
| price_unit | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.750 | 1.000 | 0.000 | 0.001 | 0.007 | 0.005 |
| reserved | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 1.000 | -0.018 | -0.030 | -0.005 |
| year_built | -0.020 | 0.047 | -0.015 | -0.039 | -0.011 | 0.000 | -0.121 | -0.043 | 0.014 | -0.054 | -0.002 | -0.026 | -0.178 | -0.001 | 0.001 | -0.018 | 1.000 | 0.462 | -0.057 |
| year_renovated | -0.035 | 0.050 | 0.070 | -0.031 | 0.057 | -0.076 | -0.165 | -0.132 | 0.045 | -0.097 | -0.074 | 0.013 | -0.141 | -0.007 | 0.007 | -0.030 | 0.462 | 1.000 | -0.139 |
| zipcode | 0.309 | -0.083 | 0.125 | 0.035 | 0.107 | 0.515 | 0.008 | 0.952 | -0.031 | -0.009 | 0.012 | 0.076 | 0.084 | -0.005 | 0.005 | -0.005 | -0.057 | -0.139 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 15 | 610.0 | 1 | 0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 9008 | 1422 | 47.442430 | 9.392510 | 39.479863 | 39.479863 | 1 | 0.0 | 17.0 |
| 1 | 0 | 0 | 2370.0 | 1 | 0 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 2000 | 1006 | 46.798803 | 6.855010 | 20.000000 | 20.000000 | 2 | 0.0 | 145.0 |
| 2 | 0 | 0 | 3104.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 24.0 |
| 3 | 0 | 0 | 4246.0 | 1 | 0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 36.0 |
| 4 | 0 | 0 | 5076.0 | 1 | 0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 46.0 |
| 5 | 0 | 0 | 4453.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 40.0 |
| 6 | 0 | 0 | 3104.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 23.0 |
| 7 | 0 | 0 | 3415.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8001 | 1735 | 47.369826 | 8.531797 | 39.479863 | 39.479863 | 0 | 0.0 | 30.0 |
| 8 | 0 | 0 | 4142.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8002 | 1735 | 47.352651 | 8.530071 | 39.479863 | 39.479863 | 0 | 0.0 | 40.0 |
| 9 | 0 | 0 | 5273.0 | 1 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8002 | 1735 | 47.352651 | 8.530071 | 39.479863 | 39.479863 | 0 | 0.0 | 66.0 |
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11714 | 0 | 0 | 1750.0 | 1 | 0 | 2.5 | 2.0 | 1.0 | 0.0 | 0.0 | 5612 | 1592 | 47.344902 | 8.246391 | 39.479863 | 0.000000 | 2 | 0.0 | 85.0 |
| 11715 | 0 | 0 | 600.0 | 1 | 0 | 3.5 | 4.0 | 0.0 | 0.0 | 0.0 | 9000 | 1422 | 47.421882 | 9.375591 | 39.479863 | 6.000000 | 2 | 0.0 | 65.0 |
| 11716 | 0 | 0 | 1900.0 | 1 | 0 | 1.5 | 2.0 | 0.0 | 0.0 | 0.0 | 8047 | 1748 | 47.385202 | 8.493831 | 9.000000 | 9.000000 | 1 | 0.0 | 40.0 |
| 11717 | 0 | 8 | 2750.0 | 1 | 0 | 4.0 | 4.0 | 0.0 | 0.0 | 0.0 | 4057 | 110 | 47.570902 | 7.591011 | 0.000000 | 0.000000 | 1 | 0.0 | 100.0 |
| 11718 | 0 | 0 | 1200.0 | 1 | 0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4710 | 107 | 47.313192 | 7.699401 | 39.479863 | 39.479863 | 0 | 0.0 | 60.0 |
| 11719 | 0 | 8 | 2510.0 | 1 | 0 | 3.0 | 3.0 | 1.0 | 0.0 | 0.0 | 4054 | 110 | 47.546342 | 7.562841 | 70.000000 | 70.000000 | 1 | 0.0 | 78.0 |
| 11720 | 0 | 0 | 3270.0 | 1 | 0 | 3.5 | 2.0 | 1.0 | 0.0 | 0.0 | 8048 | 1735 | 47.384872 | 8.493651 | 6.000000 | 6.000000 | 1 | 0.0 | 102.0 |
| 11721 | 0 | 0 | 2500.0 | 1 | 0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8302 | 764 | 47.444872 | 8.581141 | 64.000000 | 1.000000 | 1 | 0.0 | 74.0 |
| 11722 | 0 | 0 | 1125.0 | 1 | 0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3065 | 184 | 46.973662 | 7.489331 | 0.000000 | 0.000000 | 0 | 0.0 | 27.0 |
| 11723 | 0 | 0 | 2050.0 | 1 | 0 | 3.5 | 2.0 | 0.0 | 0.0 | 0.0 | 8953 | 407 | 47.405812 | 8.403451 | 39.479863 | 39.479863 | 1 | 0.0 | 92.0 |
Most frequently occurring
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 0 | 0 | 1540.0 | 1 | 0 | 4.5 | 3.0 | 0.0 | 0.0 | 0.0 | 9014 | 1422 | 47.408282 | 9.332381 | 39.479863 | 39.479863 | 0 | 0.0 | 95.0 | 3 |
| 39 | 0 | 8 | 1850.0 | 1 | 0 | 1.5 | 0.0 | 1.0 | 0.0 | 0.0 | 5502 | 707 | 47.387292 | 8.120381 | 39.479863 | 39.479863 | 2 | 0.0 | 50.0 | 3 |
| 53 | 0 | 16 | 650.0 | 1 | 0 | 2.0 | 1.0 | 0.0 | 0.0 | 0.0 | 9000 | 1422 | 47.423312 | 9.368041 | 39.479863 | 39.479863 | 1 | 0.0 | 11.0 | 3 |
| 0 | 0 | 0 | 890.0 | 1 | 0 | 1.5 | 1.0 | 0.0 | 0.0 | 0.0 | 9320 | 1438 | 47.506992 | 9.410571 | 39.479863 | 39.479863 | 1 | 0.0 | 30.0 | 2 |
| 1 | 0 | 0 | 990.0 | 1 | 0 | 1.0 | 4.0 | 0.0 | 0.0 | 0.0 | 4052 | 110 | 47.554922 | 7.608281 | 39.479863 | 9.000000 | 2 | 0.0 | 12.0 | 2 |
| 2 | 0 | 0 | 1040.0 | 1 | 0 | 3.0 | 1.0 | 0.0 | 0.0 | 0.0 | 2300 | 789 | 47.093292 | 6.806981 | 39.479863 | 39.479863 | 2 | 0.0 | 58.0 | 2 |
| 3 | 0 | 0 | 1090.0 | 1 | 0 | 1.5 | 0.0 | 0.0 | 0.0 | 0.0 | 2557 | 1463 | 47.113192 | 7.301061 | 39.479863 | 39.479863 | 1 | 0.0 | 48.0 | 2 |
| 4 | 0 | 0 | 1120.0 | 1 | 0 | 2.0 | 2.0 | 0.0 | 0.0 | 0.0 | 9400 | 1247 | 47.477842 | 9.486921 | 39.479863 | 1.000000 | 0 | 0.0 | 34.0 | 2 |
| 5 | 0 | 0 | 1350.0 | 1 | 0 | 2.5 | 1.0 | 0.0 | 0.0 | 0.0 | 2557 | 1463 | 47.113192 | 7.301061 | 39.479863 | 39.479863 | 1 | 0.0 | 62.0 | 2 |
| 6 | 0 | 0 | 1350.0 | 1 | 0 | 3.0 | 2.0 | 0.0 | 0.0 | 0.0 | 9200 | 608 | 47.420002 | 9.242941 | 49.000000 | 49.000000 | 1 | 0.0 | 66.0 | 2 |